{
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  {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "给你一棵二叉树的根节点root ，二叉树中节点的值互不相同。另给你一个整数 start 。在第 0 分钟，感染 将会从值为 start 的节点开始爆发。每分钟，如果节点满足以下全部条件，就会被感染：\n",
    "节点此前还没有感染。\n",
    "节点与一个已感染节点相邻。\n",
    "返回感染整棵树需要的分钟数。\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "示例一\n",
    "![image.png](attachment:image.png)\n",
    "输入：root = [1,5,3,null,4,10,6,9,2], start = 3\n",
    "输出：4\n",
    "解释：节点按以下过程被感染：\n",
    "- 第 0 分钟：节点 3\n",
    "- 第 1 分钟：节点 1、10、6\n",
    "- 第 2 分钟：节点5\n",
    "- 第 3 分钟：节点 4\n",
    "- 第 4 分钟：节点 9 和 2\n",
    "感染整棵树需要 4 分钟，所以返回 4 。​​\n",
    "示例二\n",
    "输入：root = [1], start = 1\n",
    "输出：0\n",
    "解释：第 0 分钟，树中唯一一个节点处于感染状态，返回 0 。​​\n",
    "\n",
    "提示:\n",
    "树中节点的数目在范围[1，10^5]内\n",
    "1<= Node.val<= 10^5\n",
    "每个节点的值互不相同\n",
    "树中必定存在值为start的节点\n",
    "\n",
    "# Definition for a binary tree node.\n",
    "# class TreeNode:\n",
    "#     def __init__(self, val=0, left=None, right=None):\n",
    "#         self.val = val\n",
    "#         self.left = left\n",
    "#         self.right = right\n",
    "class Solution:\n",
    "    def amountOfTime(self, root: Optional[TreeNode], start: int) -> int:​​\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4, 0)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 修正 Solution 类\n",
    "from typing import Optional\n",
    "\n",
    "\n",
    "class TreeNode:\n",
    "    def __init__(self, val=0, left=None, right=None):\n",
    "        self.val = val\n",
    "        self.left = left\n",
    "        self.right = right\n",
    "        \n",
    "class Solution:\n",
    "    def amountOfTime(self, root: Optional[TreeNode], start: int) -> int:\n",
    "        # 创建图结构来表示树的关系\n",
    "        graph = {}\n",
    "        \n",
    "        def build_graph(node):\n",
    "            if not node:\n",
    "                return\n",
    "            \n",
    "            if node.val not in graph:\n",
    "                graph[node.val] = []\n",
    "            \n",
    "            if node.left:\n",
    "                if node.left.val not in graph:\n",
    "                    graph[node.left.val] = []\n",
    "                graph[node.val].append(node.left.val)\n",
    "                graph[node.left.val].append(node.val)\n",
    "                \n",
    "            if node.right:\n",
    "                if node.right.val not in graph:\n",
    "                    graph[node.right.val] = []\n",
    "                graph[node.val].append(node.right.val)\n",
    "                graph[node.right.val].append(node.val)\n",
    "            \n",
    "            # 递归构建图的其余部分\n",
    "            build_graph(node.left)\n",
    "            build_graph(node.right)\n",
    "        \n",
    "        build_graph(root)\n",
    "        \n",
    "        # BFS遍历以找到最远的未感染节点\n",
    "        queue = deque([start])\n",
    "        visited = set([start])\n",
    "        minutes = -1\n",
    "        \n",
    "        while queue:\n",
    "            minutes += 1\n",
    "            for _ in range(len(queue)):\n",
    "                current = queue.popleft()\n",
    "                for neighbor in graph[current]:\n",
    "                    if neighbor not in visited:\n",
    "                        visited.add(neighbor)\n",
    "                        queue.append(neighbor)\n",
    "        \n",
    "        return minutes\n",
    "    \n",
    "# 创建示例一的树结构\n",
    "node_1 = TreeNode(1)\n",
    "node_5 = TreeNode(5)\n",
    "node_3 = TreeNode(3)\n",
    "node_4 = TreeNode(4)\n",
    "node_10 = TreeNode(10)\n",
    "node_6 = TreeNode(6)\n",
    "node_9 = TreeNode(9)\n",
    "node_2 = TreeNode(2)\n",
    "\n",
    "node_1.left = node_5\n",
    "node_1.right = node_3\n",
    "node_5.left = node_4\n",
    "node_3.left = node_10\n",
    "node_3.right = node_6\n",
    "node_4.left = node_9\n",
    "node_4.right = node_2\n",
    "\n",
    "# 创建示例二的树结构\n",
    "node_single = TreeNode(1)\n",
    "\n",
    "# 重新创建 Solution 实例并测试\n",
    "sol = Solution()\n",
    "result_example_1 = sol.amountOfTime(node_1, 3)  # 应该输出 4\n",
    "result_example_2 = sol.amountOfTime(node_single, 1)  # 应该输出 0\n",
    "\n",
    "result_example_1, result_example_2\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "给你一个整数n，请你找到满足下面条件的一个序列:\n",
    "整数1在序列中只出现一次。\n",
    "2到n之间每个整数都恰好出现两次。\n",
    "对于每个2到n之间的整数i，两个i之间出现的距离恰好为i。\n",
    "序列里面两个数a[i]和a[j]之间的距离，我们定义为它们下标绝对值之差|j-i|。\n",
    "请你返回满足上述条件中字典序最大的序列。题目保证在给定限制条件下，一定存在解。\n",
    "一个序列a被认为比序列b(两者长度相同)字典序更大的条件是: a和b中第一个不一样的数字处，a序列的数字比b序列的数字大。比方说，[0,1,9,0]比[0,1,5,6]字典序更大，因为第一个不同的位置是第三个数字，且9比5大。\n",
    "\n",
    "示例一\n",
    "输入：n = 5\n",
    "输出：[5,3,1,4,3,5,2,4,2]​​\n",
    "\n",
    "示例二\n",
    "输入：n = 3\n",
    "输出：[3,1,2,3,2]\n",
    "解释：[2,3,2,1,3] 也是一个可行的序列，但是 [3,1,2,3,2] 是字典序最大的序列。​​\n",
    "\n",
    "class Solution:\n",
    "    def constructDistancedSequence(self, n: int) -> List[int]:​​"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[5, 3, 1, 4, 3, 5, 2, 4, 2] [3, 1, 2, 3, 2]\n"
     ]
    }
   ],
   "source": [
    "from typing import List\n",
    "\n",
    "\n",
    "class Solution:\n",
    "    def constructDistancedSequence(self, n: int) -> List[int]:\n",
    "        length = 2 * n - 1\n",
    "        ans = [0] * length\n",
    "\n",
    "        def backtrack(cur_index, used):\n",
    "            if cur_index == length:\n",
    "                return True\n",
    "            if ans[cur_index]!= 0:\n",
    "                return backtrack(cur_index + 1, used)\n",
    "            for num in range(n, 0, -1):\n",
    "                nxt_index = cur_index if num == 1 else cur_index + num\n",
    "                if not used[num] and nxt_index < length and ans[nxt_index] == 0:\n",
    "                    ans[cur_index] = num\n",
    "                    ans[nxt_index] = num\n",
    "                    used[num] = True\n",
    "                    if backtrack(cur_index + 1, used):\n",
    "                        return True\n",
    "                    ans[cur_index] = 0\n",
    "                    ans[nxt_index] = 0\n",
    "                    used[num] = False\n",
    "            return False\n",
    "\n",
    "        used = [False] * (n + 1)\n",
    "        backtrack(0, used)\n",
    "        return ans\n",
    "\n",
    "\n",
    "\n",
    "solution = Solution()\n",
    "# 测试n=5的情况\n",
    "n_5_result = solution.constructDistancedSequence(5)\n",
    "# self.assertEqual(n_5_result, [5, 3, 1, 4, 3, 5, 2, 4, 2])\n",
    "\n",
    "# 测试n=3的情况\n",
    "n_3_result = solution.constructDistancedSequence(3)\n",
    "# self.assertEqual(n_3_result, [3, 1, 2, 3, 2])\n",
    "print(n_5_result, n_3_result)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[5, 3, 1, 4, 3, 5, 2, 4, 2]\n",
      "[3, 1, 2, 3, 2]\n"
     ]
    }
   ],
   "source": [
    "from typing import List\n",
    "\n",
    "class Solution:\n",
    "    def constructDistancedSequence(self, n: int) -> List[int]:\n",
    "        # 结果数组长度为 2 * n - 1\n",
    "        res = [-1] * (2 * n - 1)\n",
    "        # 记录数字是否被使用\n",
    "        visited = [False] * (n + 1)\n",
    "        \n",
    "        def dfs(index: int):\n",
    "            # 如果已经到达数组的末尾，说明找到了一个有效的序列\n",
    "            if index == len(res):\n",
    "                return True\n",
    "            # 如果当前位置已经有数字，则跳过\n",
    "            if res[index] != -1:\n",
    "                return dfs(index + 1)\n",
    "            # 从大到小尝试放置数字\n",
    "            for i in range(n, 0, -1):\n",
    "                # 如果数字 i 已经被使用，或者 i 不等于 1 且无法找到合适的位置放置 i 的第二个副本，则跳过\n",
    "                if visited[i] or (i != 1 and (index + i >= len(res) or res[index + i] != -1)):\n",
    "                    continue\n",
    "                # 放置数字 i\n",
    "                res[index] = i\n",
    "                if i != 1:\n",
    "                    res[index + i] = i\n",
    "                visited[i] = True\n",
    "                # 递归尝试放置下一个数字\n",
    "                if dfs(index + 1):\n",
    "                    return True\n",
    "                # 回溯\n",
    "                res[index] = -1\n",
    "                if i != 1:\n",
    "                    res[index + i] = -1\n",
    "                visited[i] = False\n",
    "            return False\n",
    "        \n",
    "        dfs(0)\n",
    "        return res\n",
    "\n",
    "# 示例\n",
    "solution = Solution()\n",
    "print(solution.constructDistancedSequence(5))  # 输出: [5,3,1,4,3,5,2,4,2]\n",
    "print(solution.constructDistancedSequence(3))  # 输出: [3,1,2,3,2]\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)\n",
    "\n",
    "给定一个大小为nxm的长方形，返回贴满矩形所需的整数边正方形的最小数量。\n",
    "\n",
    "示例 1:\n",
    "输入:n=2，m=3\n",
    "输出:3\n",
    "解释:需要3个正方形来覆盖长方形。\n",
    "2个1x1的正方形\n",
    "1个2x2的正方形\n",
    "\n",
    "示例 2:\n",
    "输入:n=5 m=8\n",
    "输出:5\n",
    "示例 3\n",
    "输入n=11，m=13\n",
    "输出:6\n",
    "\n",
    "class Solution:\n",
    "    def tilingRectangle(self, n: int, m: int) -> int:​​"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3, 5, 6)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 超时 \n",
    "class Solution:\n",
    "    def tilingRectangle(self, n: int, m: int) -> int:\n",
    "        self.ans = float('inf')\n",
    "        state = [[0] * m for _ in range(n)]\n",
    "\n",
    "        def dfs(cnt, x, y):\n",
    "            if cnt >= self.ans:\n",
    "                return\n",
    "            if all(state[i][j] for j in range(m) for i in range(n)):\n",
    "                self.ans = min(self.ans, cnt)\n",
    "                return\n",
    "            if y >= m:\n",
    "                dfs(cnt, x + 1, 0)\n",
    "                return\n",
    "            if state[x][y] == 1:\n",
    "                dfs(cnt, x, y + 1)\n",
    "                return\n",
    "            for k in range(min(n - x, m - y), 0, -1):\n",
    "                flag = True\n",
    "                for i in range(x, x + k):\n",
    "                    for j in range(y, y + k):\n",
    "                        if state[i][j] == 1:\n",
    "                            flag = False\n",
    "                            break\n",
    "                    if not flag:\n",
    "                        break\n",
    "                if not flag:\n",
    "                    continue\n",
    "                for i in range(x, x + k):\n",
    "                    for j in range(y, y + k):\n",
    "                        state[i][j] = 1\n",
    "                dfs(cnt + 1, x, y + k)\n",
    "                for i in range(x, x + k):\n",
    "                    for j in range(y, y + k):\n",
    "                        state[i][j] = 0\n",
    "\n",
    "        dfs(0, 0, 0)\n",
    "        return self.ans\n",
    "\n",
    "\n",
    "\n",
    "solution = Solution()\n",
    "res1 = solution.tilingRectangle(2, 3)\n",
    "res2 = solution.tilingRectangle(5, 8)\n",
    "res3 = solution.tilingRectangle(11, 13)\n",
    "res1,res2,res3\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "rag",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.19"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
